Graph Anomaly Detection on Children (AUPRC)
71.53AUPRCN2NSC
Evaluation results
| Method | Links | |
|---|---|---|
| N2NSCMethodology=Ours2026.06 | 71.53 | |
| GINMethodology=GNN-based2026.06 | 51.79 | |
| GATMethodology=GNN-based2026.06 | 39 | |
| XGBGraphMethodology=GNN-based2026.06 | 35.51 | |
| GCNMethodology=GNN-based2026.06 | 34.78 | |
| GraphSAGEMethodology=GNN-based2026.06 | 33.77 | |
| RFGraphMethodology=GNN-based2026.06 | 29.92 | |
| PC-GNNMethodology=GNN-based2026.06 | 28.76 | |
| TAPEMethodology=LLM-integrated2026.06 | 27.12 | |
| GHRNMethodology=GNN-based2026.06 | 13.49 | |
| BWGNNMethodology=GNN-based2026.06 | 13.34 | |
| GAAPMethodology=GNN-based2026.06 | 9.13 | |
| CoLLMethodology=LLM-integrated2026.06 | 8.52 | |
| UNPromptMethodology=LLM-integrated2026.06 | 8.07 | |
| InstructGLMMethodology=LLM-integrated2026.06 | 7.15 | |
| PMPMethodology=GNN-based2026.06 | 6.27 | |
| ConsisGADMethodology=LLM-integrated2026.06 | 4.83 | |
| GraphGPTMethodology=LLM-integrated2026.06 | 4.56 |